AI governance platforms: AI search visibility ranking (2026)
How AI search engines rank ai governance platforms by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Platforms used to govern AI models with policy controls, risk management, compliance workflows, documentation, and responsible AI oversight. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 20, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Credo AI holds a commanding lead in this category with a visibility score of 25.0%, against a category average of just 1.2%. That gap is not marginal. Every other brand in the top 10 sits at 0.0% visibility, meaning Credo AI is effectively the only brand surfaced in Google AI Mode responses. A composite score of 21.2 versus 3.8 for second-ranked IBM watsonx.governance illustrates how concentrated AI visibility is within a single vendor.
IBM watsonx.governance presents the sharpest divergence between citation and visibility in this dataset. It holds a 12.5% citation rate, matching Credo AI, yet records 0.0% visibility. This means Google AI Mode references IBM content as a source without naming the brand in narrative responses. Credo AI, by contrast, earns both named mentions and citations, making it the only brand achieving full presence across both dimensions.
The top cited sources in this category are dominated by third-party platforms rather than vendor domains. Gartner, Reddit, Splunk, Collibra, and Domo appear as anchor sources, suggesting Google AI Mode draws its category framing from analyst and community content rather than vendor-owned pages. Ovaledge and Netwrix also appear despite not being primary AI governance vendors, which points to broader data governance content being pulled into AI governance query responses.
Movers & shakers since last refresh
Biggest visibility fallers
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Credo AI 50% → 25% · rank #1 → #1-25pp
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IBM watsonx.governance 25% → 0% · rank #2 → #2-25pp
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Holistic AI 12% → 0% · rank #3 → #3-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
credo.ai
|
25% | 12% | Google AI Mode |
Credo AI leads with 25.0% visibility and 12.5% citation rate, scoring 21.2 composite, but has shed 25 percentage points of visibility since the prior period. |
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| 2 |
ibm.com
|
0% | 12% | Google AI Mode |
IBM watsonx.governance matches Credo AI on citation rate at 12.5% but records 0.0% visibility, making it cited but unnamed in Google AI Mode narrative responses. |
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| 3 |
holisticai.com
|
0% | 0% | Google AI Mode |
Holistic AI holds rank 3 but posts 0.0% on both visibility and citation, having dropped 12.5 visibility points from the previous period with no offsetting citation presence. |
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| 4 |
modelop.com
|
0% | 0% | Google AI Mode |
ModelOp ranks 4th but records zero visibility, zero citation, and a composite score of 0.0, indicating no measurable presence in Google AI Mode responses for this category. |
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| 5 |
fairnow.ai
|
0% | 0% | Google AI Mode |
FairNow sits at rank 5 with 0.0% visibility and 0.0% citation, performing identically to ranks 3 through 10 and contributing nothing to the category's aggregate AI presence. |
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| 6 |
arthur.ai
|
0% | 0% | Google AI Mode |
| 7 |
monitaur.ai
|
0% | 0% | Google AI Mode |
| 8 |
calypsoai.com
|
0% | 0% | Google AI Mode |
| 9 |
truera.com
|
0% | 0% | Google AI Mode |
| 10 |
fiddler.ai
|
0% | 0% | Google AI Mode |
| 11 |
whylabs.ai
|
0% | 0% | Google AI Mode |
| 12 |
datarobot.com
|
0% | 0% | Google AI Mode |
| 13 |
sas.com
|
0% | 0% | Google AI Mode |
| 14 |
dominodatalab.com
|
0% | 0% | Google AI Mode |
| 15 |
credal.ai
|
0% | 0% | Google AI Mode |
| 16 |
lakera.ai
|
0% | 0% | Google AI Mode |
| 17 |
protectai.com
|
0% | 0% | Google AI Mode |
| 18 |
hiddenlayer.com
|
0% | 0% | Google AI Mode |
| 19 |
lakera.ai
|
0% | 0% | Google AI Mode |
| 20 |
microsoft.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on ai governance platforms, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own ai governance platforms brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about ai governance platforms AI visibility
Who leads AI visibility in AI governance platforms?
Credo AI leads with 25.0% visibility and a composite score of 21.2, far ahead of every other brand in the category, which all sit at 0.0% visibility.
What sources does Google AI Mode cite most for AI governance platform research?
The top cited sources are splunk.com, domo.com, reddit.com, gartner.com, youtube.com, ovaledge.com, netwrix.com, and collibra.com, with analyst and community platforms dominating over vendor-owned domains.
Is it possible to be cited by Google AI Mode without being named in its responses?
Yes. IBM watsonx.governance has a 12.5% citation rate but 0.0% visibility, meaning Google AI Mode references its content without surfacing the brand name in narrative answers.
How concentrated is AI visibility in the AI governance platforms category?
Extremely concentrated. One brand, Credo AI, accounts for all measurable named visibility, while 18 of 20 tracked brands record a composite score of 0.0.
Are any brands growing their AI visibility in this category?
No. The data shows no visibility risers. The three brands that previously held any visibility, Credo AI, IBM watsonx.governance, and Holistic AI, have all declined since the prior period.
How does overall category visibility compare to individual leader performance?
The category average visibility is 1.2%, while Credo AI alone sits at 25.0%, meaning the leader outperforms the category average by more than 20 times.